{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import JupyterNotebooksLib as slicernb\n",
    "\n",
    "# Set image viewer size to 50% (fill half of a cell)\n",
    "slicernb.AppWindow.setWindowSize(scale=0.5)\n",
    "slicernb.AppWindow.setContents(\"viewers\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0d1f7cd99fdc415cb05e0642dce69c49",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=150.0, continuous_update=False, description='lower', max=300.0, min=-5…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Clear scene\n",
    "slicer.mrmlScene.Clear(False)\n",
    "\n",
    "# Load data\n",
    "import SampleData\n",
    "volume = slicer.util.loadVolume('data/MRBrainTumor1.nrrd')\n",
    "\n",
    "# Create output node\n",
    "blurredVolume = slicer.mrmlScene.AddNewNodeByClass(\"vtkMRMLScalarVolumeNode\", \"Filtered\")\n",
    "blurredVolume.CreateDefaultDisplayNodes()\n",
    "\n",
    "# Show 3-over-3 compare layout with original and blurred volume\n",
    "slicernb.showSliceViewAnnotations(True)\n",
    "slicernb.setViewLayout(\"ThreeOverThree\")\n",
    "layoutManager = slicer.app.layoutManager()\n",
    "for sliceViewName in layoutManager.sliceViewNames():\n",
    "    sliceWidget = layoutManager.sliceWidget(sliceViewName)\n",
    "    volumeNodeToShow = volume if sliceWidget.mrmlSliceNode().GetViewGroup() == 0  else blurredVolume\n",
    "    sliceWidget.mrmlSliceCompositeNode().SetBackgroundVolumeID(volumeNodeToShow.GetID())\n",
    "\n",
    "# Create a function for performing the filtering.\n",
    "# This will be executed whenever the slider is moved and released.\n",
    "def threshold(lower=-20, upper=180):\n",
    "    parameters = {\n",
    "        \"InputVolume\": volume.GetID(),\n",
    "        \"OutputVolume\": blurredVolume.GetID(),\n",
    "        \"Lower\": lower,\n",
    "        \"Upper\": upper\n",
    "        }\n",
    "    slicer.cli.runSync(slicer.modules.thresholdscalarvolume, parameters=parameters, update_display=False)\n",
    "    return slicernb.ViewDisplay(\"ThreeOverThree\")\n",
    "\n",
    "# Create slider\n",
    "from ipywidgets import FloatSlider, interact\n",
    "i=interact(threshold,\n",
    "         lower=FloatSlider(150, min=-50, max=300, step=5, continuous_update=False),\n",
    "         upper=FloatSlider(250, min=-50, max=300, step=5, continuous_update=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create model from volume"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<JupyterNotebooksLib.display.ViewDisplay object at 0x7f182ef18b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Clear scene\n",
    "slicer.mrmlScene.Clear(False)\n",
    "\n",
    "import SampleData\n",
    "volume = SampleData.SampleDataLogic().downloadCTChest()\n",
    "\n",
    "# Volume render a small (30%) image\n",
    "slicernb.AppWindow.setWindowSize(scale=0.3)\n",
    "slicernb.showVolumeRendering(volume)\n",
    "slicernb.showSliceViewAnnotations(False)\n",
    "\n",
    "display(slicernb.ViewDisplay(\"FourUp\"))\n",
    "\n",
    "# Disable volume rendering to make sure it does not slow down execution\n",
    "slicernb.showVolumeRendering(volume, False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parameter (0/0): InputVolume (Input Volume)\n",
      "Parameter (0/1): OutputGeometry (Output Geometry)\n",
      "Parameter (1/0): Threshold (Threshold)\n",
      "Parameter (1/1): Name (Model Name)\n",
      "Parameter (1/2): Smooth (Smooth)\n",
      "Parameter (1/3): Decimate (Decimate)\n",
      "Parameter (1/4): SplitNormals (Split Normals?)\n",
      "Parameter (1/5): PointNormals (Compute Point Normals?)\n",
      "Parameter (2/0): Debug (Debug)\n"
     ]
    }
   ],
   "source": [
    "# Print all parameters of a CLI module\n",
    "cliModule = slicer.modules.grayscalemodelmaker\n",
    "n=cliModule.cliModuleLogic().CreateNode()\n",
    "for groupIndex in range(n.GetNumberOfParameterGroups()):\n",
    "  for parameterIndex in range(n.GetNumberOfParametersInGroup(groupIndex)):\n",
    "    print('Parameter ({0}/{1}): {2} ({3})'.format(groupIndex, parameterIndex, n.GetParameterName(groupIndex, parameterIndex), n.GetParameterLabel(groupIndex, parameterIndex)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating mesh from volume...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "609dcb229ba74eb3a8836b4d297a801d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "IntProgress(value=0)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<JupyterNotebooksLib.display.ModelDisplay object at 0x7f182ef0c320>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Interactive CLI module execution (with progress reporting)\n",
    "\n",
    "parameters = {}\n",
    "parameters[\"InputVolume\"] = volume.GetID()\n",
    "parameters[\"Threshold\"] = 220\n",
    "outModel = slicer.vtkMRMLModelNode()\n",
    "slicer.mrmlScene.AddNode( outModel )\n",
    "parameters[\"OutputGeometry\"] = outModel.GetID()\n",
    "grayMaker = slicer.modules.grayscalemodelmaker\n",
    "print(\"Creating mesh from volume...\")\n",
    "slicernb.cliRunSync(grayMaker, None, parameters)\n",
    "\n",
    "# Model display in custom orientation\n",
    "slicernb.ModelDisplay(outModel, orientation=[0,-90,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "709c22b3f09c438e9d83fa0b7bb77648",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=-100.0, description='threshold', max=1200.0, min=-500.0, step=5.0), Bu…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set CLI module parameters using interactive widget\n",
    "\n",
    "from ipywidgets import interact_manual\n",
    "@interact_manual(threshold=(-500.0,1200,5))\n",
    "def h(threshold=-100):\n",
    "    parameters[\"Threshold\"] = threshold\n",
    "    slicernb.cliRunSync(grayMaker, None, parameters)\n",
    "    return slicernb.ModelDisplay(outModel, orientation=[0,-90,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<a href='segmented-model.stl' target='_blank'>segmented-model.stl</a><br>"
      ],
      "text/plain": [
       "/home/sliceruser/nb/segmented-model.stl"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Download created model\n",
    "\n",
    "# Save file to local folder\n",
    "outputFile = \"segmented-model.stl\"\n",
    "slicer.util.saveNode(outModel, slicernb.localPath(outputFile))\n",
    "\n",
    "# Show link\n",
    "from IPython.display import FileLink\n",
    "FileLink(outputFile)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Run this example in your browser using Binder: [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/slicer/SlicerNotebooks/master?filepath=02_Data_processing.ipynb)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Slicer 4.11",
   "language": "python",
   "name": "slicer-4.11"
  },
  "language_info": {
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
